Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 300 |
| Missing cells | 2400 |
| Missing cells (%) | 33.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 58.6 KiB |
| Average record size in memory | 200.0 B |
Variable types
| NUM | 17 |
|---|---|
| UNSUPPORTED | 6 |
| CAT | 1 |
hw1_score has 150 (50.0%) missing values | Missing |
hw2_score has 150 (50.0%) missing values | Missing |
hw3_score has 150 (50.0%) missing values | Missing |
hw4_score has 150 (50.0%) missing values | Missing |
hw5_score has 150 (50.0%) missing values | Missing |
hw6_score has 150 (50.0%) missing values | Missing |
hw7_score has 150 (50.0%) missing values | Missing |
hw8_score has 150 (50.0%) missing values | Missing |
hw9_score has 150 (50.0%) missing values | Missing |
hw10_score has 150 (50.0%) missing values | Missing |
exam1_score has 150 (50.0%) missing values | Missing |
exam2_score has 150 (50.0%) missing values | Missing |
exam3_score has 150 (50.0%) missing values | Missing |
hw_avg has 150 (50.0%) missing values | Missing |
exam_avg has 150 (50.0%) missing values | Missing |
final_grade has 150 (50.0%) missing values | Missing |
First Name is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Last Name is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
SID is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Name is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
NetID is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Email Address is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
ID has 150 (50.0%) zeros | Zeros |
Reproduction
| Analysis started | 2021-08-03 15:30:10.025373 |
|---|---|
| Analysis finished | 2021-08-03 15:30:52.025549 |
| Duration | 42 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 151 |
|---|---|
| Distinct (%) | 50.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2721130.983 |
|---|---|
| Minimum | 0 |
| Maximum | 9975979 |
| Zeros | 150 |
| Zeros (%) | 50.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 530737.5 |
| Q3 | 5638953.5 |
| 95-th percentile | 9060981.5 |
| Maximum | 9975979 |
| Range | 9975979 |
| Interquartile range (IQR) | 5638953.5 |
Descriptive statistics
| Standard deviation | 3313224.973 |
|---|---|
| Coefficient of variation (CV) | 1.217591139 |
| Kurtosis | -0.9023457868 |
| Mean | 2721130.983 |
| Median Absolute Deviation (MAD) | 530737.5 |
| Skewness | 0.7926558303 |
| Sum | 816339295 |
| Variance | 1.097745972e+13 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 150 | 50.0% | |
| 9103057 | 1 | 0.3% | |
| 7566895 | 1 | 0.3% | |
| 2546149 | 1 | 0.3% | |
| 3792268 | 1 | 0.3% | |
| 6427493 | 1 | 0.3% | |
| 7485180 | 1 | 0.3% | |
| 6253243 | 1 | 0.3% | |
| 2858583 | 1 | 0.3% | |
| 3830106 | 1 | 0.3% | |
| Other values (141) | 141 | 47.0% |
| Value | Count | Frequency (%) | |
| 0 | 150 | 50.0% | |
| 1061475 | 1 | 0.3% | |
| 1067615 | 1 | 0.3% | |
| 1142484 | 1 | 0.3% | |
| 1234567 | 1 | 0.3% |
| Value | Count | Frequency (%) | |
| 9975979 | 1 | 0.3% | |
| 9804556 | 1 | 0.3% | |
| 9756042 | 1 | 0.3% | |
| 9707878 | 1 | 0.3% | |
| 9650939 | 1 | 0.3% |
Section
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.3 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 3 |
| Value | Count | Frequency (%) | |
| 0 | 150 | 50.0% | |
| 1 | 56 | 18.7% | |
| 2 | 51 | 17.0% | |
| 3 | 43 | 14.3% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
| Distinct | 34 |
|---|---|
| Distinct (%) | 22.7% |
| Missing | 150 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 77.525 |
|---|---|
| Minimum | 0 |
| Maximum | 100 |
| Zeros | 1 |
| Zeros (%) | 0.3% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 61.25 |
| Q1 | 66.25 |
| median | 77.5 |
| Q3 | 88.4375 |
| 95-th percentile | 98.1875 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 22.1875 |
Descriptive statistics
| Standard deviation | 13.72555026 |
|---|---|
| Coefficient of variation (CV) | 0.1770467624 |
| Kurtosis | 5.21414097 |
| Mean | 77.525 |
| Median Absolute Deviation (MAD) | 11.25 |
| Skewness | -1.037835975 |
| Sum | 11628.75 |
| Variance | 188.3907299 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 61.25 | 9 | 3.0% | |
| 62.5 | 9 | 3.0% | |
| 92.5 | 7 | 2.3% | |
| 66.25 | 6 | 2.0% | |
| 63.75 | 6 | 2.0% | |
| 78.75 | 6 | 2.0% | |
| 93.75 | 5 | 1.7% | |
| 60 | 5 | 1.7% | |
| 80 | 5 | 1.7% | |
| 100 | 5 | 1.7% | |
| Other values (24) | 87 | 29.0% | |
| (Missing) | 150 | 50.0% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.3% | |
| 60 | 5 | 1.7% | |
| 61.25 | 9 | 3.0% | |
| 62.5 | 9 | 3.0% | |
| 63.75 | 6 | 2.0% |
| Value | Count | Frequency (%) | |
| 100 | 5 | 1.7% | |
| 98.75 | 3 | 1.0% | |
| 97.5 | 2 | 0.7% | |
| 96.25 | 4 | 1.3% | |
| 95 | 1 | 0.3% |
| Distinct | 33 |
|---|---|
| Distinct (%) | 22.0% |
| Missing | 150 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 80.65833333 |
|---|---|
| Minimum | 60 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 60 |
|---|---|
| 5-th percentile | 61.25 |
| Q1 | 69.0625 |
| median | 81.25 |
| Q3 | 92.5 |
| 95-th percentile | 98.1875 |
| Maximum | 100 |
| Range | 40 |
| Interquartile range (IQR) | 23.4375 |
Descriptive statistics
| Standard deviation | 12.50058444 |
|---|---|
| Coefficient of variation (CV) | 0.1549819333 |
| Kurtosis | -1.318213981 |
| Mean | 80.65833333 |
| Median Absolute Deviation (MAD) | 11.25 |
| Skewness | -0.09387705239 |
| Sum | 12098.75 |
| Variance | 156.2646113 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 92.5 | 10 | 3.3% | |
| 75 | 8 | 2.7% | |
| 96.25 | 7 | 2.3% | |
| 82.5 | 7 | 2.3% | |
| 66.25 | 7 | 2.3% | |
| 76.25 | 7 | 2.3% | |
| 65 | 7 | 2.3% | |
| 97.5 | 7 | 2.3% | |
| 60 | 6 | 2.0% | |
| 100 | 6 | 2.0% | |
| Other values (23) | 78 | 26.0% | |
| (Missing) | 150 | 50.0% |
| Value | Count | Frequency (%) | |
| 60 | 6 | 2.0% | |
| 61.25 | 4 | 1.3% | |
| 62.5 | 4 | 1.3% | |
| 63.75 | 4 | 1.3% | |
| 65 | 7 | 2.3% |
| Value | Count | Frequency (%) | |
| 100 | 6 | 2.0% | |
| 98.75 | 2 | 0.7% | |
| 97.5 | 7 | 2.3% | |
| 96.25 | 7 | 2.3% | |
| 95 | 5 | 1.7% |
| Distinct | 33 |
|---|---|
| Distinct (%) | 22.0% |
| Missing | 150 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78.96666667 |
|---|---|
| Minimum | 60 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 60 |
|---|---|
| 5-th percentile | 61.25 |
| Q1 | 68.75 |
| median | 77.5 |
| Q3 | 90 |
| 95-th percentile | 96.25 |
| Maximum | 100 |
| Range | 40 |
| Interquartile range (IQR) | 21.25 |
Descriptive statistics
| Standard deviation | 11.65764672 |
|---|---|
| Coefficient of variation (CV) | 0.1476274384 |
| Kurtosis | -1.174317935 |
| Mean | 78.96666667 |
| Median Absolute Deviation (MAD) | 8.75 |
| Skewness | 0.1420901009 |
| Sum | 11845 |
| Variance | 135.9007271 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 68.75 | 10 | 3.3% | |
| 66.25 | 9 | 3.0% | |
| 96.25 | 9 | 3.0% | |
| 81.25 | 8 | 2.7% | |
| 75 | 8 | 2.7% | |
| 73.75 | 7 | 2.3% | |
| 78.75 | 6 | 2.0% | |
| 71.25 | 6 | 2.0% | |
| 95 | 6 | 2.0% | |
| 60 | 6 | 2.0% | |
| Other values (23) | 75 | 25.0% | |
| (Missing) | 150 | 50.0% |
| Value | Count | Frequency (%) | |
| 60 | 6 | 2.0% | |
| 61.25 | 4 | 1.3% | |
| 62.5 | 5 | 1.7% | |
| 63.75 | 2 | 0.7% | |
| 65 | 2 | 0.7% |
| Value | Count | Frequency (%) | |
| 100 | 2 | 0.7% | |
| 98.75 | 2 | 0.7% | |
| 97.5 | 3 | 1.0% | |
| 96.25 | 9 | 3.0% | |
| 95 | 6 | 2.0% |
| Distinct | 41 |
|---|---|
| Distinct (%) | 27.3% |
| Missing | 150 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78.68666667 |
|---|---|
| Minimum | 60 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 60 |
|---|---|
| 5-th percentile | 62 |
| Q1 | 69 |
| median | 78 |
| Q3 | 87 |
| 95-th percentile | 96 |
| Maximum | 100 |
| Range | 40 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 10.97106424 |
|---|---|
| Coefficient of variation (CV) | 0.1394272334 |
| Kurtosis | -1.083438889 |
| Mean | 78.68666667 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.1563442454 |
| Sum | 11803 |
| Variance | 120.3642506 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 68 | 8 | 2.7% | |
| 65 | 7 | 2.3% | |
| 87 | 7 | 2.3% | |
| 95 | 6 | 2.0% | |
| 75 | 6 | 2.0% | |
| 81 | 6 | 2.0% | |
| 84 | 5 | 1.7% | |
| 80 | 5 | 1.7% | |
| 73 | 5 | 1.7% | |
| 71 | 5 | 1.7% | |
| Other values (31) | 90 | 30.0% | |
| (Missing) | 150 | 50.0% |
| Value | Count | Frequency (%) | |
| 60 | 1 | 0.3% | |
| 61 | 4 | 1.3% | |
| 62 | 4 | 1.3% | |
| 63 | 3 | 1.0% | |
| 64 | 2 | 0.7% |
| Value | Count | Frequency (%) | |
| 100 | 2 | 0.7% | |
| 99 | 1 | 0.3% | |
| 98 | 3 | 1.0% | |
| 97 | 1 | 0.3% | |
| 96 | 4 | 1.3% |
| Distinct | 29 |
|---|---|
| Distinct (%) | 19.3% |
| Missing | 150 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 79.07619048 |
|---|---|
| Minimum | 60 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 60 |
|---|---|
| 5-th percentile | 61.42857143 |
| Q1 | 67.5 |
| median | 78.57142857 |
| Q3 | 90 |
| 95-th percentile | 97.92857143 |
| Maximum | 100 |
| Range | 40 |
| Interquartile range (IQR) | 22.5 |
Descriptive statistics
| Standard deviation | 12.08237338 |
|---|---|
| Coefficient of variation (CV) | 0.152794075 |
| Kurtosis | -1.246880548 |
| Mean | 79.07619048 |
| Median Absolute Deviation (MAD) | 11.42857143 |
| Skewness | 0.07580898186 |
| Sum | 11861.42857 |
| Variance | 145.9837465 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 65.71428571 | 11 | 3.7% | |
| 85.71428571 | 7 | 2.3% | |
| 77.14285714 | 7 | 2.3% | |
| 80 | 7 | 2.3% | |
| 70 | 7 | 2.3% | |
| 97.14285714 | 7 | 2.3% | |
| 60 | 7 | 2.3% | |
| 87.14285714 | 6 | 2.0% | |
| 81.42857143 | 6 | 2.0% | |
| 91.42857143 | 6 | 2.0% | |
| Other values (19) | 79 | 26.3% | |
| (Missing) | 150 | 50.0% |
| Value | Count | Frequency (%) | |
| 60 | 7 | 2.3% | |
| 61.42857143 | 5 | 1.7% | |
| 62.85714286 | 5 | 1.7% | |
| 64.28571429 | 4 | 1.3% | |
| 65.71428571 | 11 | 3.7% |
| Value | Count | Frequency (%) | |
| 100 | 2 | 0.7% | |
| 98.57142857 | 6 | 2.0% | |
| 97.14285714 | 7 | 2.3% | |
| 95.71428571 | 4 | 1.3% | |
| 94.28571429 | 5 | 1.7% |
| Distinct | 36 |
|---|---|
| Distinct (%) | 24.0% |
| Missing | 150 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82.28888889 |
|---|---|
| Minimum | 60 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 60 |
|---|---|
| 5-th percentile | 62.22222222 |
| Q1 | 73.33333333 |
| median | 82.77777778 |
| Q3 | 93.33333333 |
| 95-th percentile | 98.88888889 |
| Maximum | 100 |
| Range | 40 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 11.68129121 |
|---|---|
| Coefficient of variation (CV) | 0.1419546596 |
| Kurtosis | -1.162971686 |
| Mean | 82.28888889 |
| Median Absolute Deviation (MAD) | 10.55555556 |
| Skewness | -0.1903172996 |
| Sum | 12343.33333 |
| Variance | 136.4525644 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 96.66666667 | 10 | 3.3% | |
| 95.55555556 | 8 | 2.7% | |
| 87.77777778 | 7 | 2.3% | |
| 92.22222222 | 7 | 2.3% | |
| 78.88888889 | 6 | 2.0% | |
| 72.22222222 | 6 | 2.0% | |
| 82.22222222 | 6 | 2.0% | |
| 94.44444444 | 6 | 2.0% | |
| 98.88888889 | 6 | 2.0% | |
| 73.33333333 | 6 | 2.0% | |
| Other values (26) | 82 | 27.3% | |
| (Missing) | 150 | 50.0% |
| Value | Count | Frequency (%) | |
| 60 | 2 | 0.7% | |
| 61.11111111 | 5 | 1.7% | |
| 62.22222222 | 2 | 0.7% | |
| 64.44444444 | 4 | 1.3% | |
| 65.55555556 | 4 | 1.3% |
| Value | Count | Frequency (%) | |
| 100 | 4 | 1.3% | |
| 98.88888889 | 6 | 2.0% | |
| 97.77777778 | 2 | 0.7% | |
| 96.66666667 | 10 | 3.3% | |
| 95.55555556 | 8 | 2.7% |
| Distinct | 21 |
|---|---|
| Distinct (%) | 14.0% |
| Missing | 150 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78.65333333 |
|---|---|
| Minimum | 60 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 60 |
|---|---|
| 5-th percentile | 60 |
| Q1 | 68 |
| median | 78 |
| Q3 | 88 |
| 95-th percentile | 98 |
| Maximum | 100 |
| Range | 40 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 12.09469719 |
|---|---|
| Coefficient of variation (CV) | 0.1537722139 |
| Kurtosis | -1.130799071 |
| Mean | 78.65333333 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.1737097993 |
| Sum | 11798 |
| Variance | 146.2817002 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 88 | 12 | 4.0% | |
| 76 | 11 | 3.7% | |
| 66 | 11 | 3.7% | |
| 64 | 10 | 3.3% | |
| 60 | 10 | 3.3% | |
| 68 | 9 | 3.0% | |
| 82 | 9 | 3.0% | |
| 80 | 8 | 2.7% | |
| 98 | 8 | 2.7% | |
| 72 | 8 | 2.7% | |
| Other values (11) | 54 | 18.0% | |
| (Missing) | 150 | 50.0% |
| Value | Count | Frequency (%) | |
| 60 | 10 | 3.3% | |
| 62 | 3 | 1.0% | |
| 64 | 10 | 3.3% | |
| 66 | 11 | 3.7% | |
| 68 | 9 | 3.0% |
| Value | Count | Frequency (%) | |
| 100 | 7 | 2.3% | |
| 98 | 8 | 2.7% | |
| 96 | 5 | 1.7% | |
| 94 | 4 | 1.3% | |
| 92 | 4 | 1.3% |
| Distinct | 29 |
|---|---|
| Distinct (%) | 19.3% |
| Missing | 150 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78.57142857 |
|---|---|
| Minimum | 60 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 60 |
|---|---|
| 5-th percentile | 61.42857143 |
| Q1 | 68.57142857 |
| median | 78.57142857 |
| Q3 | 88.57142857 |
| 95-th percentile | 98.57142857 |
| Maximum | 100 |
| Range | 40 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 11.86487405 |
|---|---|
| Coefficient of variation (CV) | 0.1510074879 |
| Kurtosis | -1.18889015 |
| Mean | 78.57142857 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.0402494042 |
| Sum | 11785.71429 |
| Variance | 140.7752363 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 61.42857143 | 12 | 4.0% | |
| 78.57142857 | 10 | 3.3% | |
| 64.28571429 | 9 | 3.0% | |
| 72.85714286 | 9 | 3.0% | |
| 91.42857143 | 9 | 3.0% | |
| 98.57142857 | 8 | 2.7% | |
| 82.85714286 | 7 | 2.3% | |
| 74.28571429 | 7 | 2.3% | |
| 81.42857143 | 7 | 2.3% | |
| 92.85714286 | 6 | 2.0% | |
| Other values (19) | 66 | 22.0% | |
| (Missing) | 150 | 50.0% |
| Value | Count | Frequency (%) | |
| 60 | 5 | 1.7% | |
| 61.42857143 | 12 | 4.0% | |
| 62.85714286 | 4 | 1.3% | |
| 64.28571429 | 9 | 3.0% | |
| 65.71428571 | 4 | 1.3% |
| Value | Count | Frequency (%) | |
| 100 | 1 | 0.3% | |
| 98.57142857 | 8 | 2.7% | |
| 97.14285714 | 1 | 0.3% | |
| 95.71428571 | 3 | 1.0% | |
| 94.28571429 | 5 | 1.7% |
| Distinct | 25 |
|---|---|
| Distinct (%) | 16.7% |
| Missing | 150 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 79.63333333 |
|---|---|
| Minimum | 60 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 60 |
|---|---|
| 5-th percentile | 61.66666667 |
| Q1 | 71.66666667 |
| median | 78.33333333 |
| Q3 | 89.58333333 |
| 95-th percentile | 97.58333333 |
| Maximum | 100 |
| Range | 40 |
| Interquartile range (IQR) | 17.91666667 |
Descriptive statistics
| Standard deviation | 11.01972674 |
|---|---|
| Coefficient of variation (CV) | 0.1383808297 |
| Kurtosis | -1.021878752 |
| Mean | 79.63333333 |
| Median Absolute Deviation (MAD) | 8.333333333 |
| Skewness | 0.05567117702 |
| Sum | 11945 |
| Variance | 121.4343773 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 91.66666667 | 12 | 4.0% | |
| 75 | 11 | 3.7% | |
| 73.33333333 | 9 | 3.0% | |
| 80 | 9 | 3.0% | |
| 85 | 9 | 3.0% | |
| 66.66666667 | 8 | 2.7% | |
| 71.66666667 | 7 | 2.3% | |
| 78.33333333 | 7 | 2.3% | |
| 76.66666667 | 7 | 2.3% | |
| 83.33333333 | 6 | 2.0% | |
| Other values (15) | 65 | 21.7% | |
| (Missing) | 150 | 50.0% |
| Value | Count | Frequency (%) | |
| 60 | 4 | 1.3% | |
| 61.66666667 | 5 | 1.7% | |
| 63.33333333 | 5 | 1.7% | |
| 65 | 4 | 1.3% | |
| 66.66666667 | 8 | 2.7% |
| Value | Count | Frequency (%) | |
| 100 | 3 | 1.0% | |
| 98.33333333 | 5 | 1.7% | |
| 96.66666667 | 5 | 1.7% | |
| 95 | 5 | 1.7% | |
| 93.33333333 | 2 | 0.7% |
| Distinct | 25 |
|---|---|
| Distinct (%) | 16.7% |
| Missing | 150 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 80.02222222 |
|---|---|
| Minimum | 60 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 60 |
|---|---|
| 5-th percentile | 61.66666667 |
| Q1 | 70 |
| median | 81.66666667 |
| Q3 | 89.58333333 |
| 95-th percentile | 98.33333333 |
| Maximum | 100 |
| Range | 40 |
| Interquartile range (IQR) | 19.58333333 |
Descriptive statistics
| Standard deviation | 11.49033681 |
|---|---|
| Coefficient of variation (CV) | 0.1435893242 |
| Kurtosis | -1.146681258 |
| Mean | 80.02222222 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | -0.03000150397 |
| Sum | 12003.33333 |
| Variance | 132.0278399 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 85 | 12 | 4.0% | |
| 70 | 11 | 3.7% | |
| 83.33333333 | 9 | 3.0% | |
| 68.33333333 | 8 | 2.7% | |
| 91.66666667 | 8 | 2.7% | |
| 81.66666667 | 7 | 2.3% | |
| 76.66666667 | 7 | 2.3% | |
| 98.33333333 | 6 | 2.0% | |
| 66.66666667 | 6 | 2.0% | |
| 65 | 6 | 2.0% | |
| Other values (15) | 70 | 23.3% | |
| (Missing) | 150 | 50.0% |
| Value | Count | Frequency (%) | |
| 60 | 5 | 1.7% | |
| 61.66666667 | 4 | 1.3% | |
| 63.33333333 | 5 | 1.7% | |
| 65 | 6 | 2.0% | |
| 66.66666667 | 6 | 2.0% |
| Value | Count | Frequency (%) | |
| 100 | 4 | 1.3% | |
| 98.33333333 | 6 | 2.0% | |
| 96.66666667 | 4 | 1.3% | |
| 95 | 6 | 2.0% | |
| 93.33333333 | 6 | 2.0% |
| Distinct | 39 |
|---|---|
| Distinct (%) | 26.0% |
| Missing | 150 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78.24666667 |
|---|---|
| Minimum | 60 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 60 |
|---|---|
| 5-th percentile | 61.45 |
| Q1 | 68 |
| median | 77.5 |
| Q3 | 88 |
| 95-th percentile | 97.55 |
| Maximum | 100 |
| Range | 40 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 11.90619751 |
|---|---|
| Coefficient of variation (CV) | 0.1521623606 |
| Kurtosis | -1.22800308 |
| Mean | 78.24666667 |
| Median Absolute Deviation (MAD) | 10.5 |
| Skewness | 0.1786922164 |
| Sum | 11737 |
| Variance | 141.7575391 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 68 | 8 | 2.7% | |
| 88 | 7 | 2.3% | |
| 64 | 7 | 2.3% | |
| 72 | 6 | 2.0% | |
| 74 | 6 | 2.0% | |
| 70 | 5 | 1.7% | |
| 73 | 5 | 1.7% | |
| 92 | 5 | 1.7% | |
| 91 | 5 | 1.7% | |
| 66 | 5 | 1.7% | |
| Other values (29) | 91 | 30.3% | |
| (Missing) | 150 | 50.0% |
| Value | Count | Frequency (%) | |
| 60 | 5 | 1.7% | |
| 61 | 3 | 1.0% | |
| 62 | 4 | 1.3% | |
| 63 | 5 | 1.7% | |
| 64 | 7 | 2.3% |
| Value | Count | Frequency (%) | |
| 100 | 4 | 1.3% | |
| 99 | 3 | 1.0% | |
| 98 | 1 | 0.3% | |
| 97 | 3 | 1.0% | |
| 96 | 5 | 1.7% |
| Distinct | 39 |
|---|---|
| Distinct (%) | 26.0% |
| Missing | 150 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 80.59333333 |
|---|---|
| Minimum | 60 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 60 |
|---|---|
| 5-th percentile | 62 |
| Q1 | 70 |
| median | 80 |
| Q3 | 92 |
| 95-th percentile | 99 |
| Maximum | 100 |
| Range | 40 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 12.28907774 |
|---|---|
| Coefficient of variation (CV) | 0.1524825595 |
| Kurtosis | -1.369375919 |
| Mean | 80.59333333 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 0.02159388261 |
| Sum | 12089 |
| Variance | 151.0214318 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 68 | 9 | 3.0% | |
| 91 | 7 | 2.3% | |
| 73 | 7 | 2.3% | |
| 96 | 6 | 2.0% | |
| 74 | 6 | 2.0% | |
| 95 | 6 | 2.0% | |
| 72 | 6 | 2.0% | |
| 97 | 5 | 1.7% | |
| 62 | 5 | 1.7% | |
| 100 | 5 | 1.7% | |
| Other values (29) | 88 | 29.3% | |
| (Missing) | 150 | 50.0% |
| Value | Count | Frequency (%) | |
| 60 | 2 | 0.7% | |
| 61 | 3 | 1.0% | |
| 62 | 5 | 1.7% | |
| 63 | 4 | 1.3% | |
| 64 | 3 | 1.0% |
| Value | Count | Frequency (%) | |
| 100 | 5 | 1.7% | |
| 99 | 4 | 1.3% | |
| 98 | 3 | 1.0% | |
| 97 | 5 | 1.7% | |
| 96 | 6 | 2.0% |
| Distinct | 40 |
|---|---|
| Distinct (%) | 26.7% |
| Missing | 150 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 81.48666667 |
|---|---|
| Minimum | 60 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 60 |
|---|---|
| 5-th percentile | 62 |
| Q1 | 68.25 |
| median | 84 |
| Q3 | 92.75 |
| 95-th percentile | 98.55 |
| Maximum | 100 |
| Range | 40 |
| Interquartile range (IQR) | 24.5 |
Descriptive statistics
| Standard deviation | 12.48286701 |
|---|---|
| Coefficient of variation (CV) | 0.1531890739 |
| Kurtosis | -1.299078497 |
| Mean | 81.48666667 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | -0.2708448296 |
| Sum | 12223 |
| Variance | 155.8219687 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 90 | 8 | 2.7% | |
| 86 | 8 | 2.7% | |
| 62 | 7 | 2.3% | |
| 95 | 7 | 2.3% | |
| 99 | 6 | 2.0% | |
| 97 | 6 | 2.0% | |
| 93 | 5 | 1.7% | |
| 66 | 5 | 1.7% | |
| 87 | 5 | 1.7% | |
| 68 | 5 | 1.7% | |
| Other values (30) | 88 | 29.3% | |
| (Missing) | 150 | 50.0% |
| Value | Count | Frequency (%) | |
| 60 | 4 | 1.3% | |
| 61 | 2 | 0.7% | |
| 62 | 7 | 2.3% | |
| 63 | 2 | 0.7% | |
| 64 | 5 | 1.7% |
| Value | Count | Frequency (%) | |
| 100 | 2 | 0.7% | |
| 99 | 6 | 2.0% | |
| 98 | 3 | 1.0% | |
| 97 | 6 | 2.0% | |
| 96 | 5 | 1.7% |
| Distinct | 150 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 150 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 79.40820635 |
|---|---|
| Minimum | 69.97619048 |
| Maximum | 89.27777778 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 69.97619048 |
|---|---|
| 5-th percentile | 72.56079365 |
| Q1 | 76.5109127 |
| median | 79.72003968 |
| Q3 | 82.33988095 |
| 95-th percentile | 85.39005952 |
| Maximum | 89.27777778 |
| Range | 19.3015873 |
| Interquartile range (IQR) | 5.828968254 |
Descriptive statistics
| Standard deviation | 4.046239372 |
|---|---|
| Coefficient of variation (CV) | 0.05095492718 |
| Kurtosis | -0.5198754652 |
| Mean | 79.40820635 |
| Median Absolute Deviation (MAD) | 3.07281746 |
| Skewness | -0.114790668 |
| Sum | 11911.23095 |
| Variance | 16.37205305 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 80.225 | 1 | 0.3% | |
| 80.19484127 | 1 | 0.3% | |
| 76.40436508 | 1 | 0.3% | |
| 79.68571429 | 1 | 0.3% | |
| 82.49404762 | 1 | 0.3% | |
| 83.04246032 | 1 | 0.3% | |
| 76.57103175 | 1 | 0.3% | |
| 75.15119048 | 1 | 0.3% | |
| 80.44603175 | 1 | 0.3% | |
| 83.09880952 | 1 | 0.3% | |
| Other values (140) | 140 | 46.7% | |
| (Missing) | 150 | 50.0% |
| Value | Count | Frequency (%) | |
| 69.97619048 | 1 | 0.3% | |
| 70.56031746 | 1 | 0.3% | |
| 70.88373016 | 1 | 0.3% | |
| 70.89761905 | 1 | 0.3% | |
| 71.77698413 | 1 | 0.3% |
| Value | Count | Frequency (%) | |
| 89.27777778 | 1 | 0.3% | |
| 88.05277778 | 1 | 0.3% | |
| 87.89920635 | 1 | 0.3% | |
| 87.2781746 | 1 | 0.3% | |
| 85.96666667 | 1 | 0.3% |
| Distinct | 65 |
|---|---|
| Distinct (%) | 43.3% |
| Missing | 150 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 80.10888889 |
|---|---|
| Minimum | 63 |
| Maximum | 97.66666667 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 63 |
|---|---|
| 5-th percentile | 69.33333333 |
| Q1 | 76.08333333 |
| median | 79.66666667 |
| Q3 | 84.66666667 |
| 95-th percentile | 90.85 |
| Maximum | 97.66666667 |
| Range | 34.66666667 |
| Interquartile range (IQR) | 8.583333333 |
Descriptive statistics
| Standard deviation | 6.52540457 |
|---|---|
| Coefficient of variation (CV) | 0.08145668552 |
| Kurtosis | -0.1966339247 |
| Mean | 80.10888889 |
| Median Absolute Deviation (MAD) | 4.333333333 |
| Skewness | 0.01570453464 |
| Sum | 12016.33333 |
| Variance | 42.5809048 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 81.33333333 | 6 | 2.0% | |
| 79 | 6 | 2.0% | |
| 87.33333333 | 5 | 1.7% | |
| 78.33333333 | 5 | 1.7% | |
| 78.66666667 | 5 | 1.7% | |
| 88.33333333 | 5 | 1.7% | |
| 77.66666667 | 5 | 1.7% | |
| 77.33333333 | 5 | 1.7% | |
| 85.33333333 | 4 | 1.3% | |
| 73.33333333 | 4 | 1.3% | |
| Other values (55) | 100 | 33.3% | |
| (Missing) | 150 | 50.0% |
| Value | Count | Frequency (%) | |
| 63 | 1 | 0.3% | |
| 65.66666667 | 1 | 0.3% | |
| 66.33333333 | 1 | 0.3% | |
| 67.33333333 | 1 | 0.3% | |
| 68 | 2 | 0.7% |
| Value | Count | Frequency (%) | |
| 97.66666667 | 1 | 0.3% | |
| 94 | 1 | 0.3% | |
| 93.66666667 | 1 | 0.3% | |
| 93.33333333 | 1 | 0.3% | |
| 92 | 1 | 0.3% |
| Distinct | 150 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 150 |
| Missing (%) | 50.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 79.68847937 |
|---|---|
| Minimum | 71.71904762 |
| Maximum | 90.20619048 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 71.71904762 |
|---|---|
| 5-th percentile | 73.62665476 |
| Q1 | 76.82279762 |
| median | 79.92869048 |
| Q3 | 82.15833333 |
| 95-th percentile | 85.28511905 |
| Maximum | 90.20619048 |
| Range | 18.48714286 |
| Interquartile range (IQR) | 5.335535714 |
Descriptive statistics
| Standard deviation | 3.676015821 |
|---|---|
| Coefficient of variation (CV) | 0.04612982768 |
| Kurtosis | -0.1937613378 |
| Mean | 79.68847937 |
| Median Absolute Deviation (MAD) | 2.804642857 |
| Skewness | 0.08361631475 |
| Sum | 11953.2719 |
| Variance | 13.51309232 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 81.31095238 | 1 | 0.3% | |
| 77.02547619 | 1 | 0.3% | |
| 85.49833333 | 1 | 0.3% | |
| 83.7802381 | 1 | 0.3% | |
| 78.55571429 | 1 | 0.3% | |
| 83.98928571 | 1 | 0.3% | |
| 78.15666667 | 1 | 0.3% | |
| 80.60071429 | 1 | 0.3% | |
| 80.92404762 | 1 | 0.3% | |
| 75.77666667 | 1 | 0.3% | |
| Other values (140) | 140 | 46.7% | |
| (Missing) | 150 | 50.0% |
| Value | Count | Frequency (%) | |
| 71.71904762 | 1 | 0.3% | |
| 72.1302381 | 1 | 0.3% | |
| 72.24261905 | 1 | 0.3% | |
| 72.29071429 | 1 | 0.3% | |
| 72.31214286 | 1 | 0.3% |
| Value | Count | Frequency (%) | |
| 90.20619048 | 1 | 0.3% | |
| 88.56309524 | 1 | 0.3% | |
| 88.38 | 1 | 0.3% | |
| 86.68261905 | 1 | 0.3% | |
| 86.59 | 1 | 0.3% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| First Name | Last Name | SID | ID | Name | NetID | Email Address | Section | hw1_score | hw2_score | hw3_score | hw4_score | hw5_score | hw6_score | hw7_score | hw8_score | hw9_score | hw10_score | exam1_score | exam2_score | exam3_score | hw_avg | exam_avg | final_grade | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Aaron | Lester | axl60952 | 0.0 | 0 | 0 | 0 | 0.0 | 85.00 | 92.50 | 96.25 | 89.0 | 72.857143 | 96.666667 | 66.0 | 68.571429 | 70.000000 | 68.333333 | 79.0 | 63.0 | 68.0 | 80.517857 | 70.000000 | 76.310714 |
| 1 | Adam | Cooper | amc28428 | 0.0 | 0 | 0 | 0 | 0.0 | 100.00 | 97.50 | 97.50 | 87.0 | 92.857143 | 61.111111 | 88.0 | 62.857143 | 75.000000 | 88.333333 | 65.0 | 63.0 | 90.0 | 85.015873 | 72.666667 | 80.076190 |
| 2 | Alec | Curry | axc64717 | 0.0 | 0 | 0 | 0 | 0.0 | 86.25 | 95.00 | 82.50 | 87.0 | 84.285714 | 92.222222 | 86.0 | 92.857143 | 96.666667 | 70.000000 | 65.0 | 78.0 | 83.0 | 87.278175 | 75.333333 | 82.500238 |
| 3 | Alexander | Rodriguez | akr14831 | 0.0 | 0 | 0 | 0 | 0.0 | 62.50 | 67.50 | 92.50 | 75.0 | 77.142857 | 65.555556 | 76.0 | 61.428571 | 63.333333 | 78.333333 | 97.0 | 97.0 | 81.0 | 71.929365 | 91.666667 | 79.824286 |
| 4 | Amber | Daniels | axd11293 | 0.0 | 0 | 0 | 0 | 0.0 | 67.50 | 71.25 | 96.25 | 95.0 | 67.142857 | 96.666667 | 88.0 | 82.857143 | 76.666667 | 98.333333 | 68.0 | 95.0 | 88.0 | 83.966667 | 83.666667 | 83.846667 |
| 5 | Amy | Adams | ara97741 | 0.0 | 0 | 0 | 0 | 0.0 | 61.25 | 66.25 | 68.75 | 78.0 | 65.714286 | 65.555556 | 98.0 | 82.857143 | 65.000000 | 90.000000 | 87.0 | 74.0 | 76.0 | 74.137698 | 79.000000 | 76.082619 |
| 6 | Amy | White | alw07647 | 0.0 | 0 | 0 | 0 | 0.0 | 88.75 | 75.00 | 90.00 | 95.0 | 91.428571 | 96.666667 | 80.0 | 61.428571 | 78.333333 | 68.333333 | 99.0 | 95.0 | 99.0 | 82.494048 | 97.666667 | 88.563095 |
| 7 | Amy | Dunn | axd67070 | 0.0 | 0 | 0 | 0 | 0.0 | 90.00 | 76.25 | 62.50 | 90.0 | 67.142857 | 80.000000 | 86.0 | 70.000000 | 80.000000 | 83.333333 | 93.0 | 96.0 | 86.0 | 78.522619 | 91.666667 | 83.780238 |
| 8 | Amy | Terry | ajt73762 | 0.0 | 0 | 0 | 0 | 0.0 | 88.75 | 67.50 | 95.00 | 93.0 | 61.428571 | 98.888889 | 60.0 | 82.857143 | 90.000000 | 81.666667 | 60.0 | 81.0 | 79.0 | 81.909127 | 73.333333 | 78.478810 |
| 9 | Andrea | Smith | aes07091 | 0.0 | 0 | 0 | 0 | 0.0 | 100.00 | 88.75 | 76.25 | 73.0 | 87.142857 | 87.777778 | 94.0 | 88.571429 | 71.666667 | 68.333333 | 66.0 | 97.0 | 86.0 | 83.549206 | 83.000000 | 83.329524 |
Last rows
| First Name | Last Name | SID | ID | Name | NetID | Email Address | Section | hw1_score | hw2_score | hw3_score | hw4_score | hw5_score | hw6_score | hw7_score | hw8_score | hw9_score | hw10_score | exam1_score | exam2_score | exam3_score | hw_avg | exam_avg | final_grade | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 290 | 0 | 0 | 0 | 8786799.0 | Nguyen, Donna | DXN21936 | DONNA.NGUYEN@UNIV.EDU | 1.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 291 | 0 | 0 | 0 | 6936009.0 | Stevens, Marcia | MXS29840 | MARCIA.STEVENS@UNIV.EDU | 2.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 292 | 0 | 0 | 0 | 2685279.0 | Allen, Christina | CXA22039 | CHRISTINA.ALLEN@UNIV.EDU | 1.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 293 | 0 | 0 | 0 | 3795891.0 | Mann, Nicole | NXM87406 | NICOLE.MANN@UNIV.EDU | 1.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 294 | 0 | 0 | 0 | 9756042.0 | Johnson, Tara | TXJ17476 | TARA.JOHNSON@UNIV.EDU | 2.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 295 | 0 | 0 | 0 | 5227994.0 | Johnson, Paul Mark | PMJ37756 | PAUL.JOHNSON@UNIV.EDU | 3.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 296 | 0 | 0 | 0 | 9804556.0 | Lee, Danielle Stephanie | DSL24347 | DANIELLE.LEE@UNIV.EDU | 3.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 297 | 0 | 0 | 0 | 1783442.0 | Edwards, Nicole | NXE44872 | NICOLE.EDWARDS@UNIV.EDU | 3.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 298 | 0 | 0 | 0 | 6345758.0 | Reyes, Bailey | BXR62103 | BAILEY.REYES@UNIV.EDU | 2.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 299 | 0 | 0 | 0 | 5566719.0 | Walls, Joyce | JXW53347 | JOYCE.WALLS@UNIV.EDU | 1.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |